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Books > Computing & IT > Applications of computing > Artificial intelligence > Natural language & machine translation
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Personalized Machine Learning (Hardcover, New Ed)
Loot Price: R1,269
Discovery Miles 12 690
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Personalized Machine Learning (Hardcover, New Ed)
Expected to ship within 12 - 17 working days
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Every day we interact with machine learning systems offering
individualized predictions for our entertainment, social
connections, purchases, or health. These involve several modalities
of data, from sequences of clicks to text, images, and social
interactions. This book introduces common principles and methods
that underpin the design of personalized predictive models for a
variety of settings and modalities. The book begins by revising
'traditional' machine learning models, focusing on adapting them to
settings involving user data, then presents techniques based on
advanced principles such as matrix factorization, deep learning,
and generative modeling, and concludes with a detailed study of the
consequences and risks of deploying personalized predictive
systems. A series of case studies in domains ranging from
e-commerce to health plus hands-on projects and code examples will
give readers understanding and experience with large-scale
real-world datasets and the ability to design models and systems
for a wide range of applications.
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